{"id":"W4207076672","doi":"10.3928/01913913-20211101-03","title":"Multiple XEN Gel Stents for Refractory Pediatric Glaucoma","year":2022,"lang":"en","type":"article","venue":"Journal of Pediatric Ophthalmology & Strabismus","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emera (Canada)","funders":"","keywords":"Medicine; Glaucoma; Stent; Surgery; Ophthalmology; Implant; Shunt (medical); Glaucoma surgery; Intraocular pressure","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008606857,0.0003071149,0.000802746,0.000758158,0.0003700868,0.00001582046,0.0004394606,0.0002034783,0.0005795148],"category_scores_gemma":[0.0004600172,0.0002674366,0.0006661051,0.0005635585,0.00007029688,0.0001337651,0.0001396449,0.001100947,0.00001504382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000205627,"about_ca_system_score_gemma":0.0006271288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002261478,"about_ca_topic_score_gemma":4.722979e-7,"domain_scores_codex":[0.9969712,0.0002186408,0.001107761,0.0003464984,0.0007416006,0.0006142589],"domain_scores_gemma":[0.9974031,0.0005133477,0.001036616,0.0003097479,0.0003752019,0.0003619266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001697196,0.001306749,0.9830792,0.0001997134,0.0001541263,0.002567594,0.0001641886,0.0000124762,0.0004281858,0.00002095282,0.009910802,0.0004588037],"study_design_scores_gemma":[0.007029796,0.00778842,0.9583001,0.00000511285,0.001511185,0.01948066,0.0008007177,0.00005569437,0.00001900476,0.00041112,0.004298866,0.0002993083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907395,0.00469137,0.00005464016,0.0008494377,0.002220047,0.000623226,0.00006273176,0.00002488486,0.0007341993],"genre_scores_gemma":[0.9943022,0.0003839332,0.001297649,0.0001775698,0.002713169,0.00004582437,0.00002896961,0.00006136575,0.0009892768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0247791,"threshold_uncertainty_score":0.9999778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02432622838353123,"score_gpt":0.2897573881280127,"score_spread":0.2654311597444815,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}